github-repo-summarizer

An MCP server that turns any public GitHub repository into a PDF report containing a codebase summary, the most recent commits, and suggested improvements — generated locally by an Ollama model.

→ rajat1994/mcp-server-github-repo-summarizer · listed on glama

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Install from

Glama

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// key findings

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

✅

Open source with a license and README

Anyone can audit the code, the license is declared, and the publisher documents what it does.

🔐

You'll be asked for 1 credential: GITHUB_TOKEN

These are read from process.env at runtime. Make sure you trust where they’ll be sent.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configOLLAMA_HOST

configOLLAMA_MODEL— llama3.2 Tag of the Ollama model to use. Must be pulled.

configOLLAMA_NUM_CTX— 16384 Context window in tokens. Bump for larger repos; lower if memory-constrained.

🔐 secretGITHUB_TOKEN

// full audit trail

The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.

// improvement guidance — verified publishers only

We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.

// embed badge in your README

[![M8ven Score](https://m8ven.ai/badge/mcp/rajat1994-mcp-server-github-repo-summarizer-16gcne)](https://m8ven.ai/mcp/rajat1994-mcp-server-github-repo-summarizer-16gcne)

commit: 2c8d8b6020588b1d5807b187d46d66203fa055fe

code hash: 54c8e1d467fa6e3439122ef46f5a73708f1263bb17bf734cb29228e74eead741

verified: 7/1/2026, 9:59:55 AM

view raw JSON →